I build tools I want to use.
Backend and RAG for LLM agents. Warsaw.
Mostly backend: data models, what an agent actually gets in its context, and where the boundaries between services go. Right now I'm building Ariadne, a memory layer for LLM agents.
Skills
From the data layer up to the interface. I build whole systems, not single pieces.
UI/UX
Backend & data
Tools & workflow
Soft skills
Featured projects
Selected work. The rest is on GitHub.
Ariadne
Memory layer for LLM agents. The repo says what the code does, Ariadne holds why it looks that way.
Ritatu
A macro tracker for Android I built after getting fed up with apps like Fitatu, overpriced and the AI barely works.

Hello!
I'm Stanisław. I build systems and learn as I go.
What pulls me in is RAG and the layer under the agent: data models, choosing what makes it into the context, and how the system splits into services. Lately that means memory: what gets stored, how you find the right piece of it later, and who is allowed to read it. I know how LLMs work under the hood, and I like algorithms, because there something is either correct or it isn't. Still learning, but the projects work and I own every decision in them.
Years learning
Projects
Hackathons
GitHub commits
Let's
talk.
I build backends for LLM agents: Postgres with pgvector, memory, MCP servers. If that's the kind of thing you're working on, write.